{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "88f2ad6e",
   "metadata": {},
   "source": [
    "* 备注"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb2a95dc",
   "metadata": {},
   "source": [
    "> 1. 城市：'全国'、'北京'、'上海'、'天津'、'重庆'、'广州'、'深圳'、'苏州'、'南京'、'杭州'、'大连'、'成都'、'武汉'、'西安'  \n",
    "> 2. 关键词：不限制  \n",
    "> 3. 工作经验：'应届生'、'实习生'、'1年以内'、'1-3年'、'3-5年'、'5-10年'、'10年以上'  \n",
    "> 4.公司规模：1-49人、50-99人、100-499人、500-999人、1000-2000人、2000-5000人、5000-10000人、10000人以上  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "87266d02",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "登录cookie XSRF-TOKEN=zIARnRM0QQaLudJk_4OBXw; __gc_id=e936feed5bd343e5a73b304fa0d4ad5f; _ga=GA1.1.504776059.1697021947; __uuid=1697021948310.51; __tlog=1697021948354.48%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021951; acw_tc=2760828416970219810274366e53a098388abcfc886c89f5cbf2332344893f; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697021975; __session_seq=4; __uv_seq=4; __tlg_event_seq=24; _ga_54YTJKWN86=GS1.1.1697021946.1.1.1697023027.0.0.0\n",
      "这是第1页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第2页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第3页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第4页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第5页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第6页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第7页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第8页，接下来将先等待10秒...然后以继续抓取\n",
      "这是第9页，接下来将先等待7秒...然后以继续抓取\n",
      "这是第10页，接下来将先等待5秒...然后以继续抓取\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobId\":\"48818805\",\"recruiterName\":\"吴先生\",\"imI...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>厦门唯样科技有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5c6e1794261c45f047888e8e04u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>9885213</td>\n",
       "      <td>https://www.liepin.com/company/9885213/</td>\n",
       "      <td>[渠道运营, 产品运营]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1948818805.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>09ea96f81e58eafe6ac4e705fd2725a1</td>\n",
       "      <td>吴先生</td>\n",
       "      <td>总经理</td>\n",
       "      <td>fd14de11be220755ac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"jobId\":\"61288827\",\"recruiterName\":\"程女士\",\"imI...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>创维-RGB电子</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe96db74719df0ac991c0e03a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>1550812</td>\n",
       "      <td>https://www.liepin.com/company/1550812/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1961288827.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>4898c453f67450440d4d8cf16bd118f5</td>\n",
       "      <td>程女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>735936693af29097a9f0273dd33fa30b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobId\":\"59083047\",\"recruiterName\":\"江女士\",\"imI...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>深圳汉阳科技有限公司</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>638030fd790f213180984f4401u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8809483</td>\n",
       "      <td>https://www.liepin.com/company/8809483/</td>\n",
       "      <td>[工具产品, 数据产品, 策略产品, 用户研究, 团队管理, 数据分析, 需求分析, 竞品分...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1959083047.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>975590973597d5990df38e310c892c5e</td>\n",
       "      <td>江女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>be61c56b006b75c8fda65984f5cddb33</td>\n",
       "      <td>2</td>\n",
       "      <td>6482ad4ca582421b523f6aad02u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobId\":\"60207589\",\"recruiterName\":\"彭先生\",\"imI...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>深圳市迷谷启明科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>13341083</td>\n",
       "      <td>https://www.liepin.com/company/13341083/</td>\n",
       "      <td>[策略产品, 产品优化, 团队管理, 用户研究, 数据分析]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1960207589.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>b9f5503a38d756eea51fcf4dc008bfd3</td>\n",
       "      <td>彭先生</td>\n",
       "      <td>创始人</td>\n",
       "      <td>174228587afe7e1221763eed48c5bc0c</td>\n",
       "      <td>2</td>\n",
       "      <td>644ed8b14bbdfd19cd96b38d07u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobId\":\"53884129\",\"recruiterName\":\"刘女士\",\"imI...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>广州疆海科技有限公司</td>\n",
       "      <td>A轮</td>\n",
       "      <td>648a8cab5446774f442f54e103u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9998763</td>\n",
       "      <td>https://www.liepin.com/company/9998763/</td>\n",
       "      <td>[策略产品, to G, 竞品分析, 产品规划, 用户研究, 产品设计, 数据分析, 团队管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1953884129.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>1ea5a9e8f72f55d8b9b943c2bbffc50b</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>d29f8cb988e6cb6ec68319df6cd38213</td>\n",
       "      <td>2</td>\n",
       "      <td>636b0ca57f270e6a8bfd39c301u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobId\":\"33273225\",\"recruiterName\":\"陈先生\",\"imI...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%229%22%2C%22d_pageSize%2...</td>\n",
       "      <td>金属制品</td>\n",
       "      <td>深圳市诚伟翔科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>12443347</td>\n",
       "      <td>https://www.liepin.com/company/12443347/</td>\n",
       "      <td>[生产跟单]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1933273225.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=9&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>0895e5f5ea2f23c73d9184460a4c74d3</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>总经理</td>\n",
       "      <td>25cdbaef069c970f4a7a04e7d95591ea</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobId\":\"47789029\",\"recruiterName\":\"罗女士\",\"imI...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%229%22%2C%22d_pageSize%2...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>大管加</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>5e3d1aa96324626e179ace0101u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9238896</td>\n",
       "      <td>https://www.liepin.com/company/9238896/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1947789029.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=9&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>0cb8121bf5405885d431a8234a355eca</td>\n",
       "      <td>罗女士</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>7a0582dd659609185347fc59a89f891b</td>\n",
       "      <td>2</td>\n",
       "      <td>6225a01d81a14b00fe47233b03u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobId\":\"47139309\",\"recruiterName\":\"汪女士\",\"imI...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%229%22%2C%22d_pageSize%2...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>深圳市洋葱电子商务有限公司</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e23ab5629d83a675442873a06u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>10074973</td>\n",
       "      <td>https://www.liepin.com/company/10074973/</td>\n",
       "      <td>[网络销售, 电话销售, to C, 销售管理, 客户管理, 团队管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1947139309.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=9&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>88570e71c3ade619b3047ceb4c876b7b</td>\n",
       "      <td>汪女士</td>\n",
       "      <td>销售总监</td>\n",
       "      <td>71b5494fd4e1c97e48a9b17aa99e4079</td>\n",
       "      <td>2</td>\n",
       "      <td>622f36db4a223b009c6c4efe05u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobId\":\"23174441\",\"recruiterName\":\"付先生\",\"imI...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%229%22%2C%22d_pageSize%2...</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>深圳时资科技发展有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9f9f74719d2aa34bce5e03a.png</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>7891695</td>\n",
       "      <td>https://www.liepin.com/company/7891695/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1923174441.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=9&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>5527f903ad0f2f1a319538072cd912fa</td>\n",
       "      <td>付先生</td>\n",
       "      <td>经理</td>\n",
       "      <td>58203ac45337e7af0e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobId\":\"49947443\",\"recruiterName\":\"童女士\",\"imI...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%229%22%2C%22d_pageSize%2...</td>\n",
       "      <td>制药</td>\n",
       "      <td>深圳市欣妍生物技术有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>13225483</td>\n",
       "      <td>https://www.liepin.com/company/13225483/</td>\n",
       "      <td>[销售助理]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1949947443.shtml</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=9&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>7ea036c02a53ddf1deeca2a9ecc4662b</td>\n",
       "      <td>童女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>808f8323d71066945153eb2d84a8b1de</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"48818805\",\"recruiterName\":\"吴先生\",\"imI...   \n",
       "1   {\"jobId\":\"61288827\",\"recruiterName\":\"程女士\",\"imI...   \n",
       "2   {\"jobId\":\"59083047\",\"recruiterName\":\"江女士\",\"imI...   \n",
       "3   {\"jobId\":\"60207589\",\"recruiterName\":\"彭先生\",\"imI...   \n",
       "4   {\"jobId\":\"53884129\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       "..                                                ...   \n",
       "35  {\"jobId\":\"33273225\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       "36  {\"jobId\":\"47789029\",\"recruiterName\":\"罗女士\",\"imI...   \n",
       "37  {\"jobId\":\"47139309\",\"recruiterName\":\"汪女士\",\"imI...   \n",
       "38  {\"jobId\":\"23174441\",\"recruiterName\":\"付先生\",\"imI...   \n",
       "39  {\"jobId\":\"49947443\",\"recruiterName\":\"童女士\",\"imI...   \n",
       "\n",
       "                                             dataInfo comp.compIndustry  \\\n",
       "0   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...       电子/半导体/集成电路   \n",
       "1   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...       电子/半导体/集成电路   \n",
       "2   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...              人工智能   \n",
       "3   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...               互联网   \n",
       "4   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...       电子/半导体/集成电路   \n",
       "..                                                ...               ...   \n",
       "35  %7B%22d_curPage%22%3A%229%22%2C%22d_pageSize%2...              金属制品   \n",
       "36  %7B%22d_curPage%22%3A%229%22%2C%22d_pageSize%2...             计算机软件   \n",
       "37  %7B%22d_curPage%22%3A%229%22%2C%22d_pageSize%2...               互联网   \n",
       "38  %7B%22d_curPage%22%3A%229%22%2C%22d_pageSize%2...           电气机械/器材   \n",
       "39  %7B%22d_curPage%22%3A%229%22%2C%22d_pageSize%2...                制药   \n",
       "\n",
       "    comp.compName comp.compStage                    comp.compLogo  \\\n",
       "0      厦门唯样科技有限公司          融资未公开  5c6e1794261c45f047888e8e04u.png   \n",
       "1        创维-RGB电子            NaN  5bfe96db74719df0ac991c0e03a.png   \n",
       "2      深圳汉阳科技有限公司            天使轮  638030fd790f213180984f4401u.png   \n",
       "3   深圳市迷谷启明科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "4      广州疆海科技有限公司             A轮  648a8cab5446774f442f54e103u.png   \n",
       "..            ...            ...                              ...   \n",
       "35   深圳市诚伟翔科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "36            大管加            天使轮  5e3d1aa96324626e179ace0101u.jpg   \n",
       "37  深圳市洋葱电子商务有限公司             B轮  5e23ab5629d83a675442873a06u.png   \n",
       "38   深圳时资科技发展有限公司            NaN  5bfe9f9f74719d2aa34bce5e03a.png   \n",
       "39  深圳市欣妍生物技术有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       "\n",
       "   comp.compScale  comp.compId                                 comp.link  \\\n",
       "0          50-99人      9885213   https://www.liepin.com/company/9885213/   \n",
       "1        10000人以上      1550812   https://www.liepin.com/company/1550812/   \n",
       "2          50-99人      8809483   https://www.liepin.com/company/8809483/   \n",
       "3           1-49人     13341083  https://www.liepin.com/company/13341083/   \n",
       "4        100-499人      9998763   https://www.liepin.com/company/9998763/   \n",
       "..            ...          ...                                       ...   \n",
       "35          1-49人     12443347  https://www.liepin.com/company/12443347/   \n",
       "36       100-499人      9238896   https://www.liepin.com/company/9238896/   \n",
       "37       500-999人     10074973  https://www.liepin.com/company/10074973/   \n",
       "38          1-49人      7891695   https://www.liepin.com/company/7891695/   \n",
       "39          1-49人     13225483  https://www.liepin.com/company/13225483/   \n",
       "\n",
       "                                           job.labels  ... job.topJob  \\\n",
       "0                                        [渠道运营, 产品运营]  ...      False   \n",
       "1                                                  []  ...      False   \n",
       "2   [工具产品, 数据产品, 策略产品, 用户研究, 团队管理, 数据分析, 需求分析, 竞品分...  ...      False   \n",
       "3                      [策略产品, 产品优化, 团队管理, 用户研究, 数据分析]  ...      False   \n",
       "4    [策略产品, to G, 竞品分析, 产品规划, 用户研究, 产品设计, 数据分析, 团队管理]  ...      False   \n",
       "..                                                ...  ...        ...   \n",
       "35                                             [生产跟单]  ...      False   \n",
       "36                                                 []  ...      False   \n",
       "37               [网络销售, 电话销售, to C, 销售管理, 客户管理, 团队管理]  ...      False   \n",
       "38                                                 []  ...      False   \n",
       "39                                             [销售助理]  ...      False   \n",
       "\n",
       "                                       job.link  \\\n",
       "0   https://www.liepin.com/job/1948818805.shtml   \n",
       "1   https://www.liepin.com/job/1961288827.shtml   \n",
       "2   https://www.liepin.com/job/1959083047.shtml   \n",
       "3   https://www.liepin.com/job/1960207589.shtml   \n",
       "4   https://www.liepin.com/job/1953884129.shtml   \n",
       "..                                          ...   \n",
       "35  https://www.liepin.com/job/1933273225.shtml   \n",
       "36  https://www.liepin.com/job/1947789029.shtml   \n",
       "37  https://www.liepin.com/job/1947139309.shtml   \n",
       "38  https://www.liepin.com/job/1923174441.shtml   \n",
       "39  https://www.liepin.com/job/1949947443.shtml   \n",
       "\n",
       "                                       job.dataPromId recruiter.chatted  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...             False   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...             False   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...             False   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...             False   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...             False   \n",
       "..                                                ...               ...   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...             False   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...             False   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...             False   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...             False   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...             False   \n",
       "\n",
       "               recruiter.recruiterId recruiter.recruiterName  \\\n",
       "0   09ea96f81e58eafe6ac4e705fd2725a1                     吴先生   \n",
       "1   4898c453f67450440d4d8cf16bd118f5                     程女士   \n",
       "2   975590973597d5990df38e310c892c5e                     江女士   \n",
       "3   b9f5503a38d756eea51fcf4dc008bfd3                     彭先生   \n",
       "4   1ea5a9e8f72f55d8b9b943c2bbffc50b                     刘女士   \n",
       "..                               ...                     ...   \n",
       "35  0895e5f5ea2f23c73d9184460a4c74d3                     陈先生   \n",
       "36  0cb8121bf5405885d431a8234a355eca                     罗女士   \n",
       "37  88570e71c3ade619b3047ceb4c876b7b                     汪女士   \n",
       "38  5527f903ad0f2f1a319538072cd912fa                     付先生   \n",
       "39  7ea036c02a53ddf1deeca2a9ecc4662b                     童女士   \n",
       "\n",
       "   recruiter.recruiterTitle                    recruiter.imId  \\\n",
       "0                       总经理  fd14de11be220755ac365a663ca833da   \n",
       "1                      招聘经理  735936693af29097a9f0273dd33fa30b   \n",
       "2                        HR  be61c56b006b75c8fda65984f5cddb33   \n",
       "3                       创始人  174228587afe7e1221763eed48c5bc0c   \n",
       "4                      HRBP  d29f8cb988e6cb6ec68319df6cd38213   \n",
       "..                      ...                               ...   \n",
       "35                      总经理  25cdbaef069c970f4a7a04e7d95591ea   \n",
       "36                     人事主管  7a0582dd659609185347fc59a89f891b   \n",
       "37                     销售总监  71b5494fd4e1c97e48a9b17aa99e4079   \n",
       "38                       经理  58203ac45337e7af0e33f8ac54fbf39e   \n",
       "39                       人事  808f8323d71066945153eb2d84a8b1de   \n",
       "\n",
       "   recruiter.imUserType         recruiter.recruiterPhoto  \n",
       "0                     2  5f8f986bdfb13a7dee342f2108u.jpg  \n",
       "1                     2  5f8f9863f6d1ab58476f246a08u.jpg  \n",
       "2                     2  6482ad4ca582421b523f6aad02u.png  \n",
       "3                     2  644ed8b14bbdfd19cd96b38d07u.png  \n",
       "4                     2  636b0ca57f270e6a8bfd39c301u.png  \n",
       "..                  ...                              ...  \n",
       "35                    2  5f8f98698dbe6273dcf8516008u.jpg  \n",
       "36                    2  6225a01d81a14b00fe47233b03u.png  \n",
       "37                    2  622f36db4a223b009c6c4efe05u.png  \n",
       "38                    2  5f8f986aea60860b75384fab08u.jpg  \n",
       "39                    2  5f8f9865ea60860b75384fa508u.jpg  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "\n",
    "crawl_liepin.crawl(城市=\"深圳\",关键词=\"产品经理\",工作经验='应届生')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ae121d0",
   "metadata": {},
   "source": [
    "# 第一个目标，cookies实现登陆，获取完整数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "51c3894e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 建立登陆cookie\n",
    "cookie = \"inited_user=daf7251f92024e8969feb28b0e9ad34c; XSRF-TOKEN=SIVa3Y_gRaqR7k-mI1I6kQ; __gc_id=d474cd1529ae40a29b8f9c81b7e60de7; _ga=GA1.1.1301373590.1698838360; __uuid=1698838362686.73; __tlog=1698838362732.34%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=276077be16988383924452585e8d8e297846bb9fcc8c8f34695b420d154b08; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1698838365; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=u%2B5bbHQGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhlkh1ccULN7n2Pev2zXtP4kcTwGqnl4CyvOW92GECTeNcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; inited_user=daf7251f92024e8969feb28b0e9ad34c; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838461; imId=c5f9b89f8466dffe6882ca1e5431db9c; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imApp_0=1; __session_seq=7; __uv_seq=7; fe_im_socketSequence_new_0=1_1_1; __tlg_event_seq=116; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838360.1.1.1698838528.0.0.0\"\n",
    "cookie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "234a6eff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "登录cookie inited_user=daf7251f92024e8969feb28b0e9ad34c; XSRF-TOKEN=SIVa3Y_gRaqR7k-mI1I6kQ; __gc_id=d474cd1529ae40a29b8f9c81b7e60de7; _ga=GA1.1.1301373590.1698838360; __uuid=1698838362686.73; __tlog=1698838362732.34%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=276077be16988383924452585e8d8e297846bb9fcc8c8f34695b420d154b08; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1698838365; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=u%2B5bbHQGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhlkh1ccULN7n2Pev2zXtP4kcTwGqnl4CyvOW92GECTeNcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; inited_user=daf7251f92024e8969feb28b0e9ad34c; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838461; imId=c5f9b89f8466dffe6882ca1e5431db9c; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imApp_0=1; __session_seq=7; __uv_seq=7; fe_im_socketSequence_new_0=1_1_1; __tlg_event_seq=116; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838360.1.1.1698838528.0.0.0\n",
      "这是第1页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第2页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第3页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第4页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第5页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第6页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第7页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第8页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第9页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第10页，接下来将先等待10秒...然后以继续抓取\n"
     ]
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "\n",
    "产品经理_深圳_results = crawl_liepin.crawl(城市=\"深圳\",关键词=\"产品经理\",工作经验='',登录cookie=cookie)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ef9428c",
   "metadata": {},
   "source": [
    "# 尝试使用数据分析进行数据交互式可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "edc429ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"60218903\",\"job...</td>\n",
       "      <td>[数据产品, 工具产品, 化学化工, 数据分析, 产品规划, 数据挖掘, 用户研究, 产品设计]</td>\n",
       "      <td>IT产品经理岗（数据开发方向）</td>\n",
       "      <td>20230724093847</td>\n",
       "      <td>60218903</td>\n",
       "      <td>2</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>682f5224fe72776cffa07540d5a21b09</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>5950bce770320c7ee1a5511806a.jpg</td>\n",
       "      <td>前海兴邦金融租赁有限责任公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9137518.0</td>\n",
       "      <td>银行</td>\n",
       "      <td>https://www.liepin.com/company/9137518/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"60703563\",\"job...</td>\n",
       "      <td>[工具产品, 计算机软件, 产品设计, 产品规划]</td>\n",
       "      <td>【科技公司】BIM产品经理</td>\n",
       "      <td>20231103162049</td>\n",
       "      <td>60703563</td>\n",
       "      <td>2</td>\n",
       "      <td>深圳</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3fcc5d5e7789cc2d15a835f0d3b0cd8e</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>6152c4cc6f51835dc0c4098401u.png</td>\n",
       "      <td>中海地产</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>8008752.0</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>https://www.liepin.com/company/8008752/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"梁女士\",\"jobId\":\"62757747\",\"job...</td>\n",
       "      <td>[策略产品, 能源/水利/环保, 新能源, 产品设计, 产品规划]</td>\n",
       "      <td>新能源产品经理（研发经验）</td>\n",
       "      <td>20231108085807</td>\n",
       "      <td>62757747</td>\n",
       "      <td>2</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>a276f1c9428cbbd6482b32c71a5ef883</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>65127c2197412100f7f75bc008u.png</td>\n",
       "      <td>中石油深圳新能源研究院有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>13559807.0</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/13559807/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"36908035\",\"job...</td>\n",
       "      <td>[数据产品, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td>Lazada-Data Product Manager-流量数据产品经理（深圳）</td>\n",
       "      <td>20210311143004</td>\n",
       "      <td>36908035</td>\n",
       "      <td>2</td>\n",
       "      <td>深圳</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d4be0c7af21e622076f4668dbe33f725</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"郑女士\",\"jobId\":\"44250585\",\"job...</td>\n",
       "      <td>[数据产品, 供应链产品, 电子/半导体/集成电路, 电子商务, 产品规划, 用户研究, 市...</td>\n",
       "      <td>产品经理 PM（NXP）</td>\n",
       "      <td>20231016141158</td>\n",
       "      <td>44250585</td>\n",
       "      <td>2</td>\n",
       "      <td>深圳</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>03a35b280d00a67bde30689f01e9fe19</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>5bfe9bce74719df0ac9a179703a.png</td>\n",
       "      <td>中电港</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>8523053.0</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8523053/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"jobId\":\"50129455\",\"userId\":\"85...</td>\n",
       "      <td>[智能投顾产品经理, 投资产品, 金融产品, 金融行业, 移动端产品, 需求分析, 用户研究...</td>\n",
       "      <td>高级智能投顾产品经理</td>\n",
       "      <td>20231107093631</td>\n",
       "      <td>50129455</td>\n",
       "      <td>1</td>\n",
       "      <td>深圳</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>851f1364e956ebf8bfae1742a6c2db10</td>\n",
       "      <td>5f9fbc80930a7616c5f26fa107u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>知名互联网券商</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"55086205\",\"userId\":\"51...</td>\n",
       "      <td>[to B, IT互联网, 需求分析, 用户研究, 市场调研]</td>\n",
       "      <td>（储备）产品经理【20-22届-往届校招硕士专场】</td>\n",
       "      <td>20221215110638</td>\n",
       "      <td>55086205</td>\n",
       "      <td>2</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5101bdeab7487e5c1d0a1fdec36fba93</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>63b4d9f0a0380858a9711da306u.png</td>\n",
       "      <td>嘉为科技</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>8635284.0</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/8635284/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"jobId\":\"49249923\",\"userId\":\"c8...</td>\n",
       "      <td>[AI大模型产品经理, AI人工智能产品]</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20230908093617</td>\n",
       "      <td>49249923</td>\n",
       "      <td>1</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>c8f33d34aac47f5be82800a1d8358940</td>\n",
       "      <td>6312c4e3e09a8076a83a52d707u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某知名计算机软件上市公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"jobId\":\"48734601\",\"userId\":\"4e...</td>\n",
       "      <td>[金融产品, 交易产品, 风控产品, 策略产品, IT互联网, 金融行业, 用户研究, Ax...</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20230818172441</td>\n",
       "      <td>48734601</td>\n",
       "      <td>1</td>\n",
       "      <td>深圳</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>4e29b99d4b63b58d7beae86c97c35549</td>\n",
       "      <td>62cd222d387f9734984ccc9802u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某北京科技金融上市公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>科技金融</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"jobId\":\"48592999\",\"userId\":\"fa...</td>\n",
       "      <td>[OA产品, Axure, Xmind]</td>\n",
       "      <td>OA产品经理</td>\n",
       "      <td>20230814163016</td>\n",
       "      <td>48592999</td>\n",
       "      <td>1</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>faa10552e2b9a5c935d11993119cd022</td>\n",
       "      <td>62f083ccaa51704ed257569c01u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某深圳大型批发/零售公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td></td>\n",
       "      <td>不需要融资</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "..                                                ...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"李女士\",\"jobId\":\"60218903\",\"job...   \n",
       "1   {\"recruiterName\":\"陈女士\",\"jobId\":\"60703563\",\"job...   \n",
       "2   {\"recruiterName\":\"梁女士\",\"jobId\":\"62757747\",\"job...   \n",
       "3   {\"recruiterName\":\"陈先生\",\"jobId\":\"36908035\",\"job...   \n",
       "4   {\"recruiterName\":\"郑女士\",\"jobId\":\"44250585\",\"job...   \n",
       "..                                                ...   \n",
       "35  {\"jobKind\":\"1\",\"jobId\":\"50129455\",\"userId\":\"85...   \n",
       "36  {\"jobKind\":\"2\",\"jobId\":\"55086205\",\"userId\":\"51...   \n",
       "37  {\"jobKind\":\"1\",\"jobId\":\"49249923\",\"userId\":\"c8...   \n",
       "38  {\"jobKind\":\"1\",\"jobId\":\"48734601\",\"userId\":\"4e...   \n",
       "39  {\"jobKind\":\"1\",\"jobId\":\"48592999\",\"userId\":\"fa...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0    [数据产品, 工具产品, 化学化工, 数据分析, 产品规划, 数据挖掘, 用户研究, 产品设计]   \n",
       "1                           [工具产品, 计算机软件, 产品设计, 产品规划]   \n",
       "2                   [策略产品, 能源/水利/环保, 新能源, 产品设计, 产品规划]   \n",
       "3                            [数据产品, 数据挖掘, 数据分析, 产品规划]   \n",
       "4   [数据产品, 供应链产品, 电子/半导体/集成电路, 电子商务, 产品规划, 用户研究, 市...   \n",
       "..                                                ...   \n",
       "35  [智能投顾产品经理, 投资产品, 金融产品, 金融行业, 移动端产品, 需求分析, 用户研究...   \n",
       "36                    [to B, IT互联网, 需求分析, 用户研究, 市场调研]   \n",
       "37                              [AI大模型产品经理, AI人工智能产品]   \n",
       "38  [金融产品, 交易产品, 风控产品, 策略产品, IT互联网, 金融行业, 用户研究, Ax...   \n",
       "39                               [OA产品, Axure, Xmind]   \n",
       "\n",
       "                                   job.title job.refreshTime job.jobId  \\\n",
       "0                            IT产品经理岗（数据开发方向）  20230724093847  60218903   \n",
       "1                              【科技公司】BIM产品经理  20231103162049  60703563   \n",
       "2                              新能源产品经理（研发经验）  20231108085807  62757747   \n",
       "3   Lazada-Data Product Manager-流量数据产品经理（深圳）  20210311143004  36908035   \n",
       "4                               产品经理 PM（NXP）  20231016141158  44250585   \n",
       "..                                       ...             ...       ...   \n",
       "35                                高级智能投顾产品经理  20231107093631  50129455   \n",
       "36                 （储备）产品经理【20-22届-往届校招硕士专场】  20221215110638  55086205   \n",
       "37                                    高级产品经理  20230908093617  49249923   \n",
       "38                                    高级产品经理  20230818172441  48734601   \n",
       "39                                    OA产品经理  20230814163016  48592999   \n",
       "\n",
       "   job.jobKind  job.dq  job.topJob job.pcOuterLink  ... recruiter.imUserType  \\\n",
       "0            2  深圳-南山区        True                  ...                    2   \n",
       "1            2      深圳        True                  ...                    2   \n",
       "2            2  深圳-南山区        True                  ...                    2   \n",
       "3            2      深圳       False                  ...                    2   \n",
       "4            2      深圳       False                  ...                    2   \n",
       "..         ...     ...         ...             ...  ...                  ...   \n",
       "35           1      深圳       False             NaN  ...                    2   \n",
       "36           2  深圳-福田区       False                  ...                    2   \n",
       "37           1  深圳-南山区       False             NaN  ...                    2   \n",
       "38           1      深圳       False             NaN  ...                    2   \n",
       "39           1  深圳-福田区       False             NaN  ...                    2   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   682f5224fe72776cffa07540d5a21b09  5f8f9865ea60860b75384fa508u.jpg   \n",
       "1   3fcc5d5e7789cc2d15a835f0d3b0cd8e  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "2   a276f1c9428cbbd6482b32c71a5ef883  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "3   d4be0c7af21e622076f4668dbe33f725  57c4e9d345ce9f0a74a9b8cd04a.png   \n",
       "4   03a35b280d00a67bde30689f01e9fe19  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "..                               ...                              ...   \n",
       "35  851f1364e956ebf8bfae1742a6c2db10  5f9fbc80930a7616c5f26fa107u.jpg   \n",
       "36  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "37  c8f33d34aac47f5be82800a1d8358940  6312c4e3e09a8076a83a52d707u.png   \n",
       "38  4e29b99d4b63b58d7beae86c97c35549  62cd222d387f9734984ccc9802u.png   \n",
       "39  faa10552e2b9a5c935d11993119cd022  62f083ccaa51704ed257569c01u.png   \n",
       "\n",
       "                      comp.compLogo    comp.compName comp.compScale  \\\n",
       "0   5950bce770320c7ee1a5511806a.jpg   前海兴邦金融租赁有限责任公司       100-499人   \n",
       "1   6152c4cc6f51835dc0c4098401u.png             中海地产    5000-10000人   \n",
       "2   65127c2197412100f7f75bc008u.png  中石油深圳新能源研究院有限公司       100-499人   \n",
       "3   5bfe915474719d35745acf0903a.png           阿里巴巴集团       10000人以上   \n",
       "4   5bfe9bce74719df0ac9a179703a.png              中电港       500-999人   \n",
       "..                              ...              ...            ...   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png          知名互联网券商    5000-10000人   \n",
       "36  63b4d9f0a0380858a9711da306u.png             嘉为科技       500-999人   \n",
       "37  60e2fe0bf3df194a3c48adb502u.png     某知名计算机软件上市公司       10000人以上   \n",
       "38  60e2fe0bf3df194a3c48adb502u.png      某北京科技金融上市公司       100-499人   \n",
       "39  60e2fe0bf3df194a3c48adb502u.png     某深圳大型批发/零售公司       10000人以上   \n",
       "\n",
       "    comp.compId comp.compIndustry                                 comp.link  \\\n",
       "0     9137518.0                银行   https://www.liepin.com/company/9137518/   \n",
       "1     8008752.0           房地产开发经营   https://www.liepin.com/company/8008752/   \n",
       "2    13559807.0            专业技术服务  https://www.liepin.com/company/13559807/   \n",
       "3     1072424.0               互联网   https://www.liepin.com/company/1072424/   \n",
       "4     8523053.0       电子/半导体/集成电路   https://www.liepin.com/company/8523053/   \n",
       "..          ...               ...                                       ...   \n",
       "35          NaN             计算机软件                                             \n",
       "36    8635284.0              IT服务   https://www.liepin.com/company/8635284/   \n",
       "37          NaN             计算机软件                                             \n",
       "38          NaN              科技金融                                             \n",
       "39          NaN             批发/零售                                             \n",
       "\n",
       "    comp.compStage  \n",
       "0              NaN  \n",
       "1              NaN  \n",
       "2              NaN  \n",
       "3             港股上市  \n",
       "4              NaN  \n",
       "..             ...  \n",
       "35              其他  \n",
       "36              B轮  \n",
       "37             已上市  \n",
       "38             已上市  \n",
       "39           不需要融资  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_深圳_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "86873278",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'job.labels', 'job.title', 'job.refreshTime',\n",
       "       'job.jobId', 'job.jobKind', 'job.dq', 'job.topJob', 'job.pcOuterLink',\n",
       "       'job.h5OuterLink', 'job.salary', 'job.requireEduLevel',\n",
       "       'job.requireWorkYears', 'job.link', 'job.dataPromId', 'job.advViewFlag',\n",
       "       'recruiter.recruiterName', 'recruiter.recruiterTitle',\n",
       "       'recruiter.chatted', 'recruiter.imId', 'recruiter.imUserType',\n",
       "       'recruiter.recruiterId', 'recruiter.recruiterPhoto', 'comp.compLogo',\n",
       "       'comp.compName', 'comp.compScale', 'comp.compId', 'comp.compIndustry',\n",
       "       'comp.link', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_深圳_results.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d308654b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "深圳        126\n",
       "深圳-南山区    114\n",
       "深圳-福田区     55\n",
       "深圳-宝安区     38\n",
       "深圳-龙华区     34\n",
       "深圳-龙岗区     19\n",
       "深圳-罗湖区      4\n",
       "深圳-盐田区      4\n",
       "深圳-坪山区      3\n",
       "深圳-光明区      3\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_dq = 产品经理_深圳_results['job.dq'].value_counts()\n",
    "series_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "106f1382",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['深圳-南山区',\n",
       " '深圳-福田区',\n",
       " '深圳-宝安区',\n",
       " '深圳-龙华区',\n",
       " '深圳-龙岗区',\n",
       " '深圳-罗湖区',\n",
       " '深圳-盐田区',\n",
       " '深圳-坪山区',\n",
       " '深圳-光明区']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dq_name= [i for i in series_dq.index if '-' in i]\n",
    "dq_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bd86924e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([114,  55,  38,  34,  19,   4,   4,   3,   3], dtype=int64)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_dq[dq_name].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2c591fa2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b691c6a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['南山区', '福田区', '宝安区', '龙华区', '龙岗区', '罗湖区', '盐田区', '坪山区', '光明区']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i.split('-')[1] for i in dq_name]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "24c13341",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[114, 55, 38, 34, 19, 4, 4, 3, 3]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_dq[dq_name].values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4dd9a300",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '深圳':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_shen1_zhen4'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"8f42965e1b4e49fbb042a29530483bce\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '深圳'], function(echarts) {\n",
       "                var chart_8f42965e1b4e49fbb042a29530483bce = echarts.init(\n",
       "                    document.getElementById('8f42965e1b4e49fbb042a29530483bce'), 'white', {renderer: 'canvas'});\n",
       "                var option_8f42965e1b4e49fbb042a29530483bce = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\\u5730\\u533a\\u5206\\u5e03\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u6df1\\u5733\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u5c71\\u533a\",\n",
       "                    \"value\": 114\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u798f\\u7530\\u533a\",\n",
       "                    \"value\": 55\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b9d\\u5b89\\u533a\",\n",
       "                    \"value\": 38\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9f99\\u534e\\u533a\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9f99\\u5c97\\u533a\",\n",
       "                    \"value\": 19\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f57\\u6e56\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u76d0\\u7530\\u533a\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u576a\\u5c71\\u533a\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5149\\u660e\\u533a\",\n",
       "                    \"value\": 3\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\u5730\\u533a\\u5206\\u5e03\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u6df1\\u5733-\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_8f42965e1b4e49fbb042a29530483bce.setOption(option_8f42965e1b4e49fbb042a29530483bce);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1bab2208fa0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"产品经理地区分布\", [list(z) for z in zip([i.split('-')[1] for i in dq_name],series_dq[dq_name].values.tolist())], \"深圳\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-深圳-产品经理\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c3c8889e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b316b44",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c3880c3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "458da1f5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca5532fd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "94b35b77",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70451681",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e8de2ba",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71217900",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f2811496",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
